What type of model should I fit to increase accuracy?
after reading some literature in the area I'd recommend the following:

Try using Convolution Neural Networks (CNNs) this paper outlines some really good points on why should you use CNNs.
Try a Combination of the different layers in the same model. Start with some Convolution Layers, then some LSTMs and then a couple of Dense Layers followed by Dropout